{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "240609ee",
   "metadata": {},
   "source": [
    "# Partial Dependence and Individual Conditional Expectation for predicting bike renting\n",
    "\n",
    "<a id='source_1'></a>\n",
    "<a id='source_2'></a>\n",
    "\n",
    "\n",
    "In this example we will explain the behavior of a regression model on the [Bike rentals](http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset)[[1]](#References) dataset. We will show how to calculate the partial dependence (`PD`) and the individual conditional expectation (`ICE`) to determine the feature effects on the model.\n",
    "\n",
    "We will follow the example from the [PDP](https://christophm.github.io/interpretable-ml-book/pdp.html) chapter of the [Interpretable Machine Learning](https://christophm.github.io/interpretable-ml-book/)[[2]](#References) book and use the cleaned version of the dataset from the [github repository](https://github.com/christophM/interpretable-ml-book)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "15bdad0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder, OrdinalEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from alibi.explainers import PartialDependence, plot_pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6726efd1",
   "metadata": {},
   "source": [
    "### Read and process the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7e89e1ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "      <th>days_since_2011</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WINTER</td>\n",
       "      <td>2011</td>\n",
       "      <td>JAN</td>\n",
       "      <td>NO HOLIDAY</td>\n",
       "      <td>SAT</td>\n",
       "      <td>NO WORKING DAY</td>\n",
       "      <td>MISTY</td>\n",
       "      <td>8.175849</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WINTER</td>\n",
       "      <td>2011</td>\n",
       "      <td>JAN</td>\n",
       "      <td>NO HOLIDAY</td>\n",
       "      <td>SUN</td>\n",
       "      <td>NO WORKING DAY</td>\n",
       "      <td>MISTY</td>\n",
       "      <td>9.083466</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>801</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>WINTER</td>\n",
       "      <td>2011</td>\n",
       "      <td>JAN</td>\n",
       "      <td>NO HOLIDAY</td>\n",
       "      <td>MON</td>\n",
       "      <td>WORKING DAY</td>\n",
       "      <td>GOOD</td>\n",
       "      <td>1.229108</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>1349</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WINTER</td>\n",
       "      <td>2011</td>\n",
       "      <td>JAN</td>\n",
       "      <td>NO HOLIDAY</td>\n",
       "      <td>TUE</td>\n",
       "      <td>WORKING DAY</td>\n",
       "      <td>GOOD</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>1562</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WINTER</td>\n",
       "      <td>2011</td>\n",
       "      <td>JAN</td>\n",
       "      <td>NO HOLIDAY</td>\n",
       "      <td>WED</td>\n",
       "      <td>WORKING DAY</td>\n",
       "      <td>GOOD</td>\n",
       "      <td>2.666979</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>1600</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season    yr mnth     holiday weekday      workingday weathersit      temp  \\\n",
       "0  WINTER  2011  JAN  NO HOLIDAY     SAT  NO WORKING DAY      MISTY  8.175849   \n",
       "1  WINTER  2011  JAN  NO HOLIDAY     SUN  NO WORKING DAY      MISTY  9.083466   \n",
       "2  WINTER  2011  JAN  NO HOLIDAY     MON     WORKING DAY       GOOD  1.229108   \n",
       "3  WINTER  2011  JAN  NO HOLIDAY     TUE     WORKING DAY       GOOD  1.400000   \n",
       "4  WINTER  2011  JAN  NO HOLIDAY     WED     WORKING DAY       GOOD  2.666979   \n",
       "\n",
       "       hum  windspeed   cnt  days_since_2011  \n",
       "0  80.5833  10.749882   985                0  \n",
       "1  69.6087  16.652113   801                1  \n",
       "2  43.7273  16.636703  1349                2  \n",
       "3  59.0435  10.739832  1562                3  \n",
       "4  43.6957  12.522300  1600                4  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/christophM/interpretable-ml-book/master/data/bike.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9407e677",
   "metadata": {},
   "source": [
    "We will be using the `cnt` column as the target in the regression task. The `cnt` stands for the `Count of bicycles` which includes the casual and the registered users. We invite the reader to follow [this](https://christophm.github.io/interpretable-ml-book/bike-data.html) link for more details on the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "33d5b45e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract feature names\n",
    "feature_names = df.columns.tolist()\n",
    "feature_names.remove('cnt')\n",
    "\n",
    "# define target names\n",
    "target_names = ['Number of bikes']\n",
    "\n",
    "# define categorical columns\n",
    "categorical_columns_names = ['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday', 'weathersit']\n",
    "\n",
    "# define categorical and numerical indices for later preprocessing\n",
    "categorical_columns_indices = [feature_names.index(cn) for cn in categorical_columns_names] \n",
    "numerical_columns_indices = [feature_names.index(fn) for fn in feature_names if fn not in categorical_columns_names]\n",
    "\n",
    "# extract data\n",
    "X = df[feature_names]\n",
    "y = df['cnt']\n",
    "\n",
    "# split data in train & test\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1881b267",
   "metadata": {},
   "source": [
    "To preprocess the dataset in a format expected by the `alibi` explainers, we ordinally encode the categorical columns (i.e. string to integer) and we construct the `categorical_names` necessary to specify to the explainer which are the categorical features of the datasets. The `categorical_names` is a dictionary having as key the indices of the categorical columns and as values the corresponding feature values. For more details, see the [method description page](../methods/PartialDependence.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "469ddbad",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define and fit the oridnal encoder\n",
    "oe = OrdinalEncoder().fit(X_train[categorical_columns_names])\n",
    "\n",
    "# transform the categorical columns to ordinal encoding\n",
    "X_train.loc[:, categorical_columns_names] = oe.transform(X_train[categorical_columns_names])\n",
    "X_test.loc[:, categorical_columns_names] = oe.transform(X_test[categorical_columns_names])\n",
    "\n",
    "# convert data to numpy\n",
    "X_train, y_train = X_train.to_numpy(), y_train.to_numpy()\n",
    "X_test, y_test = X_test.to_numpy(), y_test.to_numpy()\n",
    "\n",
    "# define categorical mappings\n",
    "categorical_names = {i: list(v) for (i, v) in zip(categorical_columns_indices, oe.categories_)}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25b6f45",
   "metadata": {},
   "source": [
    "We apply standard preprocessing steps to the dataset: standardization for the numerical features and one-hot encoding for the categorical ones. Note that the one-hot encoding is the representation to be used by the classifier. We require the previous label encoding step to transform the data into the standard format used by the `alibi` explainers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e4795936",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define numerical standard sclaer\n",
    "num_transf = StandardScaler()\n",
    "\n",
    "# define categorical one-hot encoder\n",
    "cat_transf = OneHotEncoder(\n",
    "    categories=[range(len(x)) for x in categorical_names.values()],\n",
    "    handle_unknown='ignore',\n",
    ")\n",
    "\n",
    "# define preprocessor\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('cat', cat_transf, categorical_columns_indices),\n",
    "        ('num', num_transf, numerical_columns_indices),\n",
    "    ],\n",
    "    sparse_threshold=0\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "be1eb6ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fit preprocessor\n",
    "preprocessor.fit(X_train)\n",
    "\n",
    "# preprocess train and test datasets\n",
    "X_train_ohe = preprocessor.transform(X_train)\n",
    "X_test_ohe = preprocessor.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bde5a306",
   "metadata": {},
   "source": [
    "### Train regressor\n",
    "\n",
    "Now that we have the dataset in a good format, we are ready to train the model. For this example, we use a `RandomForestRegressor` from `sklearn` library."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4673d031",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train score: 0.98\n",
      "Test score: 0.90\n"
     ]
    }
   ],
   "source": [
    "# define and fit regressor - feel free to play with the hyperparameters \n",
    "predictor = RandomForestRegressor(random_state=0)\n",
    "predictor.fit(X_train_ohe, y_train)\n",
    "\n",
    "# compute scores\n",
    "print('Train score: %.2f' % (predictor.score(X_train_ohe, y_train)))\n",
    "print('Test score: %.2f' % (predictor.score(X_test_ohe, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fdec5e7",
   "metadata": {},
   "source": [
    "### Partial dependence \n",
    "\n",
    "Before proceeding with the explanation, there is one additional step we need to perform. The `PartialDependece` explainer expects the categorical features to be ordinal encoding and does not have explicit support for one-hot encoding yet (to be addressed in future releases).\n",
    "\n",
    "To address this limitation, we can simply define a prediction function which applies the preprocessing step before passing the data to the `predict` method. This can be achieved as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "791f18a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction_fn = lambda x: predictor.predict(preprocessor.transform(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fa37a83",
   "metadata": {},
   "source": [
    "Now that we defined the prediction function, we are ready to initialize the explainer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4030a17e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define explainer\n",
    "explainer = PartialDependence(predictor=prediction_fn,\n",
    "                              feature_names=feature_names,\n",
    "                              target_names=target_names,\n",
    "                              categorical_names=categorical_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1abd06fa",
   "metadata": {},
   "source": [
    "Select a few features of interest, such as *temperature*, *humidity*, *wind speed*, and *season*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "acb3364b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# select temperature, humidity, wind speed, and season\n",
    "features = [feature_names.index('temp'), \n",
    "            feature_names.index('hum'), \n",
    "            feature_names.index('windspeed'),\n",
    "            feature_names.index('season')]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96015233",
   "metadata": {},
   "source": [
    "To compute the `PD` for the features listed we call the `explain` method. The parameter `kind='average'` specifies to return of the `PD` values. For some tree-based `sklearn` models, one can use the `TreePartialDependence` explainer for which the computation is faster. Note that the two methods do not agree in general on the values they return. This is because the marginal effect is computed with respect to different probability distributions. For more details on the computation method, check the `sklearn` [documentation page](https://scikit-learn.org/stable/modules/partial_dependence.html#computation-methods).\n",
    "\n",
    "Following the `PD` computation, we can simply display the `PD` curves by calling the `plot_pd` method. The method allows the user to customize the plots as desired. For more details, see the [method description page](../methods/PartialDependence.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c2c5cc52",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute explanations\n",
    "exp = explainer.explain(X=X_train,\n",
    "                        features=features,\n",
    "                        kind='average')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "881fb256",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot partial dependece curves\n",
    "plot_pd(exp=exp,\n",
    "        n_cols=3,\n",
    "        sharey='row',\n",
    "        fig_kw={'figheight': 10, 'figwidth': 15});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c5f0f9b",
   "metadata": {},
   "source": [
    "We can observe that the average model prediction increases with the temperature till it reaches approximately $17^\\circ C$. Then it flattens at a high number until the weather becomes too hot (i.e. approx. $27^\\circ C$), after which it starts dropping again. \n",
    "\n",
    "The humidity larger than $60\\%$ seems to be a factor that inhibits the number of rentals since we can observe a downward trend from that point onward.\n",
    "\n",
    "A similar analysis can be conducted for the wind speed. As the wind speed increases, fewer and fewer people are riding the bike. Interestingly, as also mentioned in [here](https://christophm.github.io/interpretable-ml-book/pdp.html), the number of bike rentals flattens after $25 \\text{km/h}$. By looking at the decile ticks, we can observe that there is not much data in that intervals. The model might not have learned to extrapolate correctly in that region, thus the predictions might not be meaningful.\n",
    "\n",
    "Lastly, looking at the average prediction for each season, we can observe that all seasons show a similar effect on the model predictions, with a maximum in fall and a minimum in winter."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6635bd8",
   "metadata": {},
   "source": [
    "###  Individual conditional expectation\n",
    "\n",
    "Although the `PD` plots can give us some insight concerning the average model response, they can also hide some heterogeneous effects. This is because the `PD` plots show the average marginal effects. To visualize the response of each data point and uncover heterogeneous effects we can use the `ICE` plots.\n",
    "\n",
    "To compute both the `PD` and the `ICE`, we simply set the parameter `kind='both'`. Note that the `TreePartialDependece` alternative cannot compute the `ICE`.\n",
    "\n",
    "Because the `PD` is the average of the `ICE`, the `ICE` plots can be heavily dispersed around the `PD` which can hide away the evolution of a data point as we change the feature value. Thus, it is recommended to center the plots at 0 by subtracting the value corresponding to the initial feature value. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d953e5ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute explanations\n",
    "exp = explainer.explain(X=X_train,\n",
    "                        features=features,\n",
    "                        kind='both')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7f1abc5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1080x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# random seed for `ice` sampling\n",
    "np.random.seed(13) \n",
    "\n",
    "# plot the pd and ice\n",
    "plot_pd(exp=exp,\n",
    "        n_cols=3,\n",
    "        n_ice=50,   # number of ICE curves to be displayed. Can be set to 'all' or provided a list of indices\n",
    "        sharey='row',\n",
    "        center=True,  # center the plots for better visualization\n",
    "        fig_kw={'figheight': 10, 'figwidth': 15});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67730c0c",
   "metadata": {},
   "source": [
    "For example, we can observe that there exist some particular scenarios in which the bike rental increases significantly and stays constant as the wind speed increases between $5$ and $22 \\text{km/h}$. Similarly, in some scenarios, the bike rental may stay the almost the same for winter relative to the other seasons. Such effects were hidden from us in the `PD` plot."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81b62b19",
   "metadata": {},
   "source": [
    "### Partial dependence for two features\n",
    "\n",
    "We will continue to provide some examples and a brief analysis of two feature `PD` plots, including a combination of two numerical features, two categorical features, and one numerical & one categorical. As we will see, 2-way `PD` plots helps us understand and visualize feature intereactions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c0d309cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\n",
    "    (feature_names.index('temp'), feature_names.index('windspeed')),\n",
    "    (feature_names.index('mnth'), feature_names.index('weathersit')),\n",
    "    (feature_names.index('season'), feature_names.index('temp'))    \n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a65614c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute explanations\n",
    "exp = explainer.explain(X=X_train,\n",
    "                        features=features,\n",
    "                        kind='average',\n",
    "                        grid_resolution=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "80a68d0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot partial dependece curves\n",
    "plot_pd(exp=exp,\n",
    "        n_cols=2,\n",
    "        fig_kw={'figheight': 10, 'figwidth': 10});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fde9b8b1",
   "metadata": {},
   "source": [
    "From the interaction plot between the temperature and wind speed, we can observe that between $-5$ and about $12^\\circ C$, the wind speed does not influence the average prediction that much. This can be deduced from the vertical strips of similar values restricted to the feature values domain of the reference dataset. The global trend is such that no matter the wind speed, the number of rented bikes increases with the temperature. As the temperature increases over $12^\\circ C$ and stays below $30^\\circ C$, we can observe that the wind speed starts to become more relevant for the model's prediction. We note that the number of rented bikes stays high until the wind speed surpasses the value of approximately $18 \\text{km/h}$, after which it starts dropping. This suggests that for relatively warm weather, the number of rentals increases as long as the wind is not too rough. Finally, we can observe that for extremely hot weather, the number of rentals drops again with the temperature.\n",
    "\n",
    "By inspecting the weather situation against the month, interestingly, we can observe the rental prediction is influenced by the weather situation and not by the calendar month. As the weather deteriorates, the rentals drop, independent of the calendar month.\n",
    "\n",
    "A similar situation can be observed in the plot of temperature against the season. Something that we've seen before is that the number of predicted rentals seems to be independent of the season and only depends on the temperature outside. As we have mentioned before, as the temperature increases, the number of rentals seems to increase till it reaches $17^\\circ C$. Then it flattens at a high number until the weather becomes too hot (i.e. approx. $27^\\circ C$), after which it starts dropping again. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6923f86",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "<a id='References'></a>\n",
    "\n",
    "[[1]](#source_2) Fanaee-T, Hadi, and Gama, Joao, 'Event labeling combining ensemble detectors and background knowledge', Progress in Artificial Intelligence (2013): pp. 1-15, Springer Berlin Heidelberg.\n",
    "\n",
    "[[2]](#source_1) Molnar, Christoph. Interpretable machine learning. Lulu. com, 2020."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
